RL theory monograph by Chen, Chi, Fan et al: Statistical Foundations of RL, a non-asymptotic view

burny_tech · x · 2026-11-05

A recommended read circulating on X: the arXiv monograph Statistical Foundations of Reinforcement Learning: A Non-Asymptotic Perspective (arXiv:2610.41903), authored by Yuxin Chen (UPenn Wharton), Yuejie Chi (Yale), Jianqing Fan (Princeton), Gen Li (CUHK), Yuting Wei (UPenn), and Yuling Yan (UW-Madison). It systematically covers the statistical theory of RL from a non-asymptotic perspective.

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